Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 12517 |
| Missing cells | 8 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.7 MiB |
| Average record size in memory | 144.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 2 |
rerun_ID has constant value "" | Constant |
obj_ID is highly overall correlated with run_ID | High correlation |
u is highly overall correlated with g and 2 other fields | High correlation |
g is highly overall correlated with u and 6 other fields | High correlation |
r is highly overall correlated with u and 7 other fields | High correlation |
i is highly overall correlated with u and 7 other fields | High correlation |
z is highly overall correlated with g and 6 other fields | High correlation |
run_ID is highly overall correlated with obj_ID | High correlation |
spec_obj_ID is highly overall correlated with g and 5 other fields | High correlation |
redshift is highly overall correlated with r and 3 other fields | High correlation |
plate is highly overall correlated with g and 5 other fields | High correlation |
MJD is highly overall correlated with g and 5 other fields | High correlation |
class is highly overall correlated with redshift | High correlation |
alpha has unique values | Unique |
delta has unique values | Unique |
Reproduction
| Analysis started | 2023-06-04 12:25:09.492376 |
|---|---|
| Analysis finished | 2023-06-04 12:26:31.312386 |
| Duration | 1 minute and 21.82 seconds |
| Software version | ydata-profiling vv4.2.0 |
| Download configuration | config.json |
obj_ID
Real number (ℝ)
| Distinct | 10592 |
|---|---|
| Distinct (%) | 84.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.237666 × 1018 |
| Minimum | 1.2376459 × 1018 |
|---|---|
| Maximum | 1.2376805 × 1018 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 1.2376459 × 1018 |
|---|---|
| 5-th percentile | 1.2376518 × 1018 |
| Q1 | 1.237661 × 1018 |
| median | 1.2376648 × 1018 |
| Q3 | 1.2376711 × 1018 |
| 95-th percentile | 1.2376803 × 1018 |
| Maximum | 1.2376805 × 1018 |
| Range | 3.4585772 × 1013 |
| Interquartile range (IQR) | 1.0106591 × 1013 |
Descriptive statistics
| Standard deviation | 8.4275987 × 1012 |
|---|---|
| Coefficient of variation (CV) | 6.8092677 × 10-6 |
| Kurtosis | -0.76084707 |
| Mean | 1.237666 × 1018 |
| Median Absolute Deviation (MAD) | 5.4916546 × 1012 |
| Skewness | 0.27699644 |
| Sum | 1.5491865 × 1022 |
| Variance | 7.1024421 × 1025 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.237678803 × 1018 | 7 | 0.1% |
| 1.237662302 × 1018 | 7 | 0.1% |
| 1.237678858 × 1018 | 7 | 0.1% |
| 1.237663785 × 1018 | 7 | 0.1% |
| 1.237663783 × 1018 | 6 | < 0.1% |
| 1.237663783 × 1018 | 6 | < 0.1% |
| 1.237654391 × 1018 | 6 | < 0.1% |
| 1.237666302 × 1018 | 6 | < 0.1% |
| 1.237663459 × 1018 | 6 | < 0.1% |
| 1.237663463 × 1018 | 6 | < 0.1% |
| Other values (10582) | 12453 |
| Value | Count | Frequency (%) |
| 1.237645944 × 1018 | 1 | |
| 1.237645944 × 1018 | 1 | |
| 1.237645944 × 1018 | 1 | |
| 1.237645944 × 1018 | 1 | |
| 1.237645944 × 1018 | 1 | |
| 1.237645944 × 1018 | 1 | |
| 1.237646382 × 1018 | 1 | |
| 1.237646382 × 1018 | 1 | |
| 1.237646792 × 1018 | 1 | |
| 1.237646794 × 1018 | 1 |
| Value | Count | Frequency (%) |
| 1.23768053 × 1018 | 1 | |
| 1.23768053 × 1018 | 1 | |
| 1.23768053 × 1018 | 1 | |
| 1.23768053 × 1018 | 1 | |
| 1.23768053 × 1018 | 1 | |
| 1.23768053 × 1018 | 1 | |
| 1.23768053 × 1018 | 1 | |
| 1.23768053 × 1018 | 1 | |
| 1.23768053 × 1018 | 1 | |
| 1.23768053 × 1018 | 1 |
alpha
Real number (ℝ)
| Distinct | 12517 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 175.5333 |
| Minimum | 0.0055278279 |
|---|---|
| Maximum | 359.97429 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 0.0055278279 |
|---|---|
| 5-th percentile | 7.6206176 |
| Q1 | 119.45408 |
| median | 174.94648 |
| Q3 | 239.2597 |
| 95-th percentile | 350.35136 |
| Maximum | 359.97429 |
| Range | 359.96876 |
| Interquartile range (IQR) | 119.80563 |
Descriptive statistics
| Standard deviation | 104.50373 |
|---|---|
| Coefficient of variation (CV) | 0.59534988 |
| Kurtosis | -0.81995498 |
| Mean | 175.5333 |
| Median Absolute Deviation (MAD) | 60.18119 |
| Skewness | 0.015735684 |
| Sum | 2197150.3 |
| Variance | 10921.03 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 135.6891066 | 1 | < 0.1% |
| 126.2736401 | 1 | < 0.1% |
| 117.8356583 | 1 | < 0.1% |
| 339.4422338 | 1 | < 0.1% |
| 342.9652278 | 1 | < 0.1% |
| 115.1640613 | 1 | < 0.1% |
| 248.2678019 | 1 | < 0.1% |
| 225.8383929 | 1 | < 0.1% |
| 153.4098326 | 1 | < 0.1% |
| 157.5426717 | 1 | < 0.1% |
| Other values (12507) | 12507 |
| Value | Count | Frequency (%) |
| 0.005527827924 | 1 | |
| 0.01333666183 | 1 | |
| 0.02425788497 | 1 | |
| 0.05101121243 | 1 | |
| 0.07573854975 | 1 | |
| 0.08524942209 | 1 | |
| 0.0935691169 | 1 | |
| 0.10189313 | 1 | |
| 0.1063297907 | 1 | |
| 0.1072433545 | 1 |
| Value | Count | Frequency (%) |
| 359.9742918 | 1 | |
| 359.9463159 | 1 | |
| 359.9398061 | 1 | |
| 359.9187627 | 1 | |
| 359.9108226 | 1 | |
| 359.8960375 | 1 | |
| 359.8894143 | 1 | |
| 359.8497258 | 1 | |
| 359.8430004 | 1 | |
| 359.8372293 | 1 |
delta
Real number (ℝ)
| Distinct | 12517 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.589038 |
| Minimum | -13.624327 |
|---|---|
| Maximum | 82.764421 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1353 |
| Negative (%) | 10.8% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | -13.624327 |
|---|---|
| 5-th percentile | -1.4925307 |
| Q1 | 3.9259488 |
| median | 20.513758 |
| Q3 | 37.26374 |
| 95-th percentile | 55.293195 |
| Maximum | 82.764421 |
| Range | 96.388748 |
| Interquartile range (IQR) | 33.337791 |
Descriptive statistics
| Standard deviation | 18.847095 |
|---|---|
| Coefficient of variation (CV) | 0.83434697 |
| Kurtosis | -0.9394861 |
| Mean | 22.589038 |
| Median Absolute Deviation (MAD) | 16.662008 |
| Skewness | 0.31716581 |
| Sum | 282746.99 |
| Variance | 355.213 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32.49463184 | 1 | < 0.1% |
| 45.53364552 | 1 | < 0.1% |
| 17.72492137 | 1 | < 0.1% |
| 1.096230054 | 1 | < 0.1% |
| 1.148783474 | 1 | < 0.1% |
| 41.23496726 | 1 | < 0.1% |
| 33.0921362 | 1 | < 0.1% |
| 36.94484135 | 1 | < 0.1% |
| 17.32546465 | 1 | < 0.1% |
| 17.91526358 | 1 | < 0.1% |
| Other values (12507) | 12507 |
| Value | Count | Frequency (%) |
| -13.6243266 | 1 | |
| -12.68517141 | 1 | |
| -12.41489591 | 1 | |
| -12.35314572 | 1 | |
| -12.02798014 | 1 | |
| -11.80383484 | 1 | |
| -11.40214597 | 1 | |
| -11.2663831 | 1 | |
| -10.77990673 | 1 | |
| -10.60182346 | 1 |
| Value | Count | Frequency (%) |
| 82.76442096 | 1 | |
| 82.28865698 | 1 | |
| 79.25912069 | 1 | |
| 79.17043583 | 1 | |
| 79.13027385 | 1 | |
| 78.69718864 | 1 | |
| 78.3167919 | 1 | |
| 77.76046377 | 1 | |
| 77.69637009 | 1 | |
| 77.36060713 | 1 |
u
Real number (ℝ)
| Distinct | 12396 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.082509 |
| Minimum | 12.2624 |
|---|---|
| Maximum | 29.19901 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 12.2624 |
|---|---|
| 5-th percentile | 18.500686 |
| Q1 | 20.39184 |
| median | 22.14223 |
| Q3 | 23.66948 |
| 95-th percentile | 25.792438 |
| Maximum | 29.19901 |
| Range | 16.93661 |
| Interquartile range (IQR) | 3.27764 |
Descriptive statistics
| Standard deviation | 2.2357948 |
|---|---|
| Coefficient of variation (CV) | 0.10124732 |
| Kurtosis | -0.48531881 |
| Mean | 22.082509 |
| Median Absolute Deviation (MAD) | 1.64533 |
| Skewness | -0.047261655 |
| Sum | 276406.76 |
| Variance | 4.9987785 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24.63465 | 14 | 0.1% |
| 24.63466 | 6 | < 0.1% |
| 24.63468 | 4 | < 0.1% |
| 24.63471 | 2 | < 0.1% |
| 22.55928 | 2 | < 0.1% |
| 23.03799 | 2 | < 0.1% |
| 20.03177 | 2 | < 0.1% |
| 23.03029 | 2 | < 0.1% |
| 20.17831 | 2 | < 0.1% |
| 19.70649 | 2 | < 0.1% |
| Other values (12386) | 12479 |
| Value | Count | Frequency (%) |
| 12.2624 | 1 | |
| 14.50678 | 1 | |
| 15.35842 | 1 | |
| 15.38325 | 1 | |
| 15.4468 | 1 | |
| 15.47245 | 1 | |
| 15.58205 | 1 | |
| 15.61601 | 1 | |
| 15.61909 | 1 | |
| 15.62139 | 1 |
| Value | Count | Frequency (%) |
| 29.19901 | 1 | |
| 28.90174 | 1 | |
| 27.80917 | 1 | |
| 27.8003 | 1 | |
| 27.69898 | 1 | |
| 27.63276 | 1 | |
| 27.55347 | 1 | |
| 27.53008 | 1 | |
| 27.4897 | 1 | |
| 27.4588 | 1 |
g
Real number (ℝ)
| Distinct | 12408 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.634716 |
| Minimum | 10.51139 |
|---|---|
| Maximum | 28.9032 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 10.51139 |
|---|---|
| 5-th percentile | 17.130086 |
| Q1 | 19.04204 |
| median | 21.05874 |
| Q3 | 22.10094 |
| 95-th percentile | 23.408376 |
| Maximum | 28.9032 |
| Range | 18.39181 |
| Interquartile range (IQR) | 3.0589 |
Descriptive statistics
| Standard deviation | 2.0135861 |
|---|---|
| Coefficient of variation (CV) | 0.097582445 |
| Kurtosis | -0.27669028 |
| Mean | 20.634716 |
| Median Absolute Deviation (MAD) | 1.31724 |
| Skewness | -0.42133744 |
| Sum | 258284.74 |
| Variance | 4.0545288 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22.14258 | 3 | < 0.1% |
| 22.2753 | 2 | < 0.1% |
| 20.77017 | 2 | < 0.1% |
| 18.20431 | 2 | < 0.1% |
| 21.45683 | 2 | < 0.1% |
| 20.60398 | 2 | < 0.1% |
| 18.62643 | 2 | < 0.1% |
| 21.67759 | 2 | < 0.1% |
| 21.23085 | 2 | < 0.1% |
| 17.99198 | 2 | < 0.1% |
| Other values (12398) | 12496 |
| Value | Count | Frequency (%) |
| 10.51139 | 1 | |
| 12.67902 | 1 | |
| 13.73052 | 1 | |
| 13.8347 | 1 | |
| 13.88656 | 1 | |
| 14.02731 | 1 | |
| 14.1092 | 1 | |
| 14.11843 | 1 | |
| 14.30195 | 1 | |
| 14.37224 | 1 |
| Value | Count | Frequency (%) |
| 28.9032 | 1 | |
| 27.26466 | 1 | |
| 27.15748 | 1 | |
| 27.07299 | 1 | |
| 26.88175 | 1 | |
| 26.77787 | 1 | |
| 26.53025 | 1 | |
| 26.44887 | 1 | |
| 26.39754 | 1 | |
| 26.3144 | 1 |
r
Real number (ℝ)
| Distinct | 12376 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.666776 |
| Minimum | 10.06854 |
|---|---|
| Maximum | 27.39709 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 10.06854 |
|---|---|
| 5-th percentile | 16.428314 |
| Q1 | 18.21046 |
| median | 20.13639 |
| Q3 | 21.05019 |
| 95-th percentile | 22.087562 |
| Maximum | 27.39709 |
| Range | 17.32855 |
| Interquartile range (IQR) | 2.83973 |
Descriptive statistics
| Standard deviation | 1.8415992 |
|---|---|
| Coefficient of variation (CV) | 0.093640117 |
| Kurtosis | -0.33040625 |
| Mean | 19.666776 |
| Median Absolute Deviation (MAD) | 1.22932 |
| Skewness | -0.51659383 |
| Sum | 246169.03 |
| Variance | 3.3914876 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21.95005 | 2 | < 0.1% |
| 17.32595 | 2 | < 0.1% |
| 20.08151 | 2 | < 0.1% |
| 18.19844 | 2 | < 0.1% |
| 17.62665 | 2 | < 0.1% |
| 19.76283 | 2 | < 0.1% |
| 20.6039 | 2 | < 0.1% |
| 20.10729 | 2 | < 0.1% |
| 20.72109 | 2 | < 0.1% |
| 22.47901 | 2 | < 0.1% |
| Other values (12366) | 12497 |
| Value | Count | Frequency (%) |
| 10.06854 | 1 | |
| 11.74664 | 1 | |
| 12.80579 | 1 | |
| 12.86339 | 1 | |
| 13.06969 | 1 | |
| 13.20467 | 1 | |
| 13.20538 | 1 | |
| 13.40388 | 1 | |
| 13.45793 | 1 | |
| 13.61539 | 1 |
| Value | Count | Frequency (%) |
| 27.39709 | 1 | |
| 27.33476 | 1 | |
| 25.22189 | 1 | |
| 24.92102 | 1 | |
| 24.81002 | 1 | |
| 24.8026 | 1 | |
| 24.80203 | 2 | |
| 24.80202 | 2 | |
| 24.80159 | 1 | |
| 24.76983 | 1 |
i
Real number (ℝ)
| Distinct | 12384 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.118716 |
| Minimum | 11.29956 |
|---|---|
| Maximum | 30.1546 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 11.29956 |
|---|---|
| 5-th percentile | 16.05422 |
| Q1 | 17.79078 |
| median | 19.44152 |
| Q3 | 20.44477 |
| 95-th percentile | 21.62574 |
| Maximum | 30.1546 |
| Range | 18.85504 |
| Interquartile range (IQR) | 2.65399 |
Descriptive statistics
| Standard deviation | 1.7555926 |
|---|---|
| Coefficient of variation (CV) | 0.091825862 |
| Kurtosis | -0.25412527 |
| Mean | 19.118716 |
| Median Absolute Deviation (MAD) | 1.20771 |
| Skewness | -0.42513524 |
| Sum | 239308.97 |
| Variance | 3.0821052 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19.04249 | 3 | < 0.1% |
| 20.7219 | 3 | < 0.1% |
| 18.51546 | 3 | < 0.1% |
| 19.16573 | 2 | < 0.1% |
| 18.94915 | 2 | < 0.1% |
| 19.01537 | 2 | < 0.1% |
| 18.99609 | 2 | < 0.1% |
| 17.23952 | 2 | < 0.1% |
| 19.70479 | 2 | < 0.1% |
| 17.83562 | 2 | < 0.1% |
| Other values (12374) | 12494 |
| Value | Count | Frequency (%) |
| 11.29956 | 1 | |
| 12.22783 | 1 | |
| 12.41727 | 1 | |
| 12.68676 | 1 | |
| 12.73416 | 1 | |
| 12.80524 | 1 | |
| 13.00044 | 1 | |
| 13.03615 | 1 | |
| 13.10743 | 1 | |
| 13.21151 | 1 |
| Value | Count | Frequency (%) |
| 30.1546 | 1 | |
| 24.78471 | 1 | |
| 24.6315 | 1 | |
| 24.47336 | 1 | |
| 24.36193 | 1 | |
| 24.36182 | 1 | |
| 24.36181 | 1 | |
| 24.3618 | 1 | |
| 23.80095 | 1 | |
| 23.69384 | 1 |
z
Real number (ℝ)
| Distinct | 12383 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.808766 |
| Minimum | 10.22551 |
|---|---|
| Maximum | 26.42779 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 10.22551 |
|---|---|
| 5-th percentile | 15.781204 |
| Q1 | 17.51829 |
| median | 19.04271 |
| Q3 | 19.96365 |
| 95-th percentile | 21.496052 |
| Maximum | 26.42779 |
| Range | 16.20228 |
| Interquartile range (IQR) | 2.44536 |
Descriptive statistics
| Standard deviation | 1.7743137 |
|---|---|
| Coefficient of variation (CV) | 0.094334398 |
| Kurtosis | -0.19453224 |
| Mean | 18.808766 |
| Median Absolute Deviation (MAD) | 1.18575 |
| Skewness | -0.26934744 |
| Sum | 235429.33 |
| Variance | 3.1481889 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22.8269 | 14 | 0.1% |
| 19.8066 | 3 | < 0.1% |
| 19.6901 | 2 | < 0.1% |
| 19.55999 | 2 | < 0.1% |
| 16.03147 | 2 | < 0.1% |
| 19.26989 | 2 | < 0.1% |
| 17.97244 | 2 | < 0.1% |
| 16.90271 | 2 | < 0.1% |
| 17.84232 | 2 | < 0.1% |
| 19.53197 | 2 | < 0.1% |
| Other values (12373) | 12484 |
| Value | Count | Frequency (%) |
| 10.22551 | 1 | |
| 10.91847 | 1 | |
| 11.78913 | 1 | |
| 12.1256 | 1 | |
| 12.39726 | 1 | |
| 12.40214 | 1 | |
| 12.42432 | 1 | |
| 12.51869 | 1 | |
| 12.69585 | 1 | |
| 12.71279 | 1 |
| Value | Count | Frequency (%) |
| 26.42779 | 1 | |
| 25.33364 | 1 | |
| 24.78273 | 1 | |
| 24.39331 | 1 | |
| 24.24891 | 1 | |
| 24.21933 | 1 | |
| 24.00087 | 1 | |
| 23.99034 | 1 | |
| 23.81899 | 1 | |
| 23.75511 | 1 |
run_ID
Real number (ℝ)
| Distinct | 247 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4767.6645 |
| Minimum | 109 |
|---|---|
| Maximum | 8162 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 109 |
|---|---|
| 5-th percentile | 1462 |
| Q1 | 3606 |
| median | 4504 |
| Q3 | 5959 |
| 95-th percentile | 8102 |
| Maximum | 8162 |
| Range | 8053 |
| Interquartile range (IQR) | 2353 |
Descriptive statistics
| Standard deviation | 1962.2261 |
|---|---|
| Coefficient of variation (CV) | 0.41156968 |
| Kurtosis | -0.76082797 |
| Mean | 4767.6645 |
| Median Absolute Deviation (MAD) | 1279 |
| Skewness | 0.27701437 |
| Sum | 59676856 |
| Variance | 3850331.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4263 | 591 | 4.7% |
| 7773 | 517 | 4.1% |
| 5935 | 354 | 2.8% |
| 4649 | 327 | 2.6% |
| 3699 | 323 | 2.6% |
| 7712 | 306 | 2.4% |
| 8103 | 278 | 2.2% |
| 4849 | 278 | 2.2% |
| 6573 | 260 | 2.1% |
| 3927 | 213 | 1.7% |
| Other values (237) | 9070 |
| Value | Count | Frequency (%) |
| 109 | 6 | < 0.1% |
| 211 | 2 | < 0.1% |
| 307 | 2 | < 0.1% |
| 308 | 8 | 0.1% |
| 745 | 9 | 0.1% |
| 752 | 23 | 0.2% |
| 756 | 20 | 0.2% |
| 1140 | 58 | |
| 1231 | 11 | 0.1% |
| 1239 | 64 |
| Value | Count | Frequency (%) |
| 8162 | 10 | 0.1% |
| 8157 | 20 | |
| 8156 | 19 | |
| 8155 | 4 | < 0.1% |
| 8150 | 1 | < 0.1% |
| 8116 | 41 | |
| 8115 | 7 | 0.1% |
| 8112 | 41 | |
| 8111 | 17 | |
| 8110 | 9 | 0.1% |
rerun_ID
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 97.9 KiB |
| 301 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 37551 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 301 |
|---|---|
| 2nd row | 301 |
| 3rd row | 301 |
| 4th row | 301 |
| 5th row | 301 |
Common Values
| Value | Count | Frequency (%) |
| 301 | 12517 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 301 | 12517 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 12517 | |
| 0 | 12517 | |
| 1 | 12517 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 37551 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 12517 | |
| 0 | 12517 | |
| 1 | 12517 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 37551 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 12517 | |
| 0 | 12517 | |
| 1 | 12517 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 37551 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 12517 | |
| 0 | 12517 | |
| 1 | 12517 |
cam_col
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5207734 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.5406491 |
|---|---|
| Coefficient of variation (CV) | 0.43758825 |
| Kurtosis | -1.0922786 |
| Mean | 3.5207734 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.029926008 |
| Sum | 44066 |
| Variance | 2.3735996 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 2800 | |
| 2 | 2542 | |
| 5 | 2346 | |
| 3 | 2027 | |
| 6 | 1434 | |
| 1 | 1367 | |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1367 | |
| 2 | 2542 | |
| 3 | 2027 | |
| 4 | 2800 | |
| 5 | 2346 | |
| 6 | 1434 |
| Value | Count | Frequency (%) |
| 6 | 1434 | |
| 5 | 2346 | |
| 4 | 2800 | |
| 3 | 2027 | |
| 2 | 2542 | |
| 1 | 1367 |
field_ID
Real number (ℝ)
| Distinct | 694 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 186.15252 |
| Minimum | 11 |
|---|---|
| Maximum | 847 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 32 |
| Q1 | 81 |
| median | 148 |
| Q3 | 239 |
| 95-th percentile | 463 |
| Maximum | 847 |
| Range | 836 |
| Interquartile range (IQR) | 158 |
Descriptive statistics
| Standard deviation | 150.08428 |
|---|---|
| Coefficient of variation (CV) | 0.80624357 |
| Kurtosis | 4.7754972 |
| Mean | 186.15252 |
| Median Absolute Deviation (MAD) | 75 |
| Skewness | 1.9221308 |
| Sum | 2329885 |
| Variance | 22525.29 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 69 | 81 | 0.6% |
| 68 | 69 | 0.6% |
| 58 | 68 | 0.5% |
| 61 | 65 | 0.5% |
| 74 | 65 | 0.5% |
| 60 | 64 | 0.5% |
| 57 | 63 | 0.5% |
| 52 | 62 | 0.5% |
| 104 | 62 | 0.5% |
| 65 | 62 | 0.5% |
| Other values (684) | 11855 |
| Value | Count | Frequency (%) |
| 11 | 15 | |
| 12 | 20 | |
| 13 | 13 | 0.1% |
| 14 | 20 | |
| 15 | 15 | |
| 16 | 33 | |
| 17 | 20 | |
| 18 | 33 | |
| 19 | 29 | |
| 20 | 26 |
| Value | Count | Frequency (%) |
| 847 | 1 | < 0.1% |
| 846 | 2 | < 0.1% |
| 845 | 2 | < 0.1% |
| 844 | 2 | < 0.1% |
| 843 | 3 | |
| 842 | 2 | < 0.1% |
| 841 | 1 | < 0.1% |
| 840 | 1 | < 0.1% |
| 839 | 5 | |
| 838 | 1 | < 0.1% |
spec_obj_ID
Real number (ℝ)
| Distinct | 12516 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7795909 × 1018 |
| Minimum | 2.9957929 × 1017 |
|---|---|
| Maximum | 1.4126851 × 1019 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 2.9957929 × 1017 |
|---|---|
| 5-th percentile | 8.0140073 × 1017 |
| Q1 | 2.7528765 × 1018 |
| median | 5.6611781 × 1018 |
| Q3 | 8.3396895 × 1018 |
| 95-th percentile | 1.1555313 × 1019 |
| Maximum | 1.4126851 × 1019 |
| Range | 1.3827272 × 1019 |
| Interquartile range (IQR) | 5.586813 × 1018 |
Descriptive statistics
| Standard deviation | 3.3143284 × 1018 |
|---|---|
| Coefficient of variation (CV) | 0.57345381 |
| Kurtosis | -0.88008533 |
| Mean | 5.7795909 × 1018 |
| Median Absolute Deviation (MAD) | 2.7619093 × 1018 |
| Skewness | 0.19126475 |
| Sum | 7.233736 × 1022 |
| Variance | 1.0984773 × 1037 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.543777369 × 1018 | 1 | < 0.1% |
| 7.197931812 × 1018 | 1 | < 0.1% |
| 1.249999379 × 1019 | 1 | < 0.1% |
| 1.032458749 × 1019 | 1 | < 0.1% |
| 1.032563588 × 1019 | 1 | < 0.1% |
| 3.559032633 × 1018 | 1 | < 0.1% |
| 1.22882383 × 1019 | 1 | < 0.1% |
| 1.522271697 × 1018 | 1 | < 0.1% |
| 6.003555689 × 1018 | 1 | < 0.1% |
| 6.014773732 × 1018 | 1 | < 0.1% |
| Other values (12506) | 12506 |
| Value | Count | Frequency (%) |
| 2.995792876 × 1017 | 1 | |
| 2.995908325 × 1017 | 1 | |
| 2.995935813 × 1017 | 1 | |
| 2.99643884 × 1017 | 1 | |
| 3.007620869 × 1017 | 1 | |
| 3.175296401 × 1017 | 1 | |
| 3.334423276 × 1017 | 1 | |
| 3.344022008 × 1017 | 1 | |
| 3.344222669 × 1017 | 1 | |
| 3.344788917 × 1017 | 1 |
| Value | Count | Frequency (%) |
| 1.4126851 × 1019 | 1 | |
| 1.41268411 × 1019 | 1 | |
| 1.412683808 × 1019 | 1 | |
| 1.41245937 × 1019 | 1 | |
| 1.412456319 × 1019 | 1 | |
| 1.412355439 × 1019 | 1 | |
| 1.412349199 × 1019 | 1 | |
| 1.41234065 × 1019 | 1 | |
| 1.412339771 × 1019 | 1 | |
| 1.412337572 × 1019 | 1 |
class
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 97.9 KiB |
| GALAXY | |
|---|---|
| STAR | |
| QSO |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 4.9797859 |
| Min length | 3 |
Characters and Unicode
| Total characters | 62327 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GALAXY |
|---|---|
| 2nd row | GALAXY |
| 3rd row | GALAXY |
| 4th row | GALAXY |
| 5th row | GALAXY |
Common Values
| Value | Count | Frequency (%) |
| GALAXY | 7374 | |
| STAR | 2657 | 21.2% |
| QSO | 2485 | 19.9% |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| galaxy | 7374 | |
| star | 2657 | 21.2% |
| qso | 2485 | 19.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 17405 | |
| G | 7374 | |
| L | 7374 | |
| X | 7374 | |
| Y | 7374 | |
| S | 5142 | 8.3% |
| T | 2657 | 4.3% |
| R | 2657 | 4.3% |
| Q | 2485 | 4.0% |
| O | 2485 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 62327 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 17405 | |
| G | 7374 | |
| L | 7374 | |
| X | 7374 | |
| Y | 7374 | |
| S | 5142 | 8.3% |
| T | 2657 | 4.3% |
| R | 2657 | 4.3% |
| Q | 2485 | 4.0% |
| O | 2485 | 4.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 62327 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 17405 | |
| G | 7374 | |
| L | 7374 | |
| X | 7374 | |
| Y | 7374 | |
| S | 5142 | 8.3% |
| T | 2657 | 4.3% |
| R | 2657 | 4.3% |
| Q | 2485 | 4.0% |
| O | 2485 | 4.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 62327 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 17405 | |
| G | 7374 | |
| L | 7374 | |
| X | 7374 | |
| Y | 7374 | |
| S | 5142 | 8.3% |
| T | 2657 | 4.3% |
| R | 2657 | 4.3% |
| Q | 2485 | 4.0% |
| O | 2485 | 4.0% |
redshift
Real number (ℝ)
| Distinct | 12454 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.58501153 |
| Minimum | -0.006863183 |
|---|---|
| Maximum | 7.011245 |
| Zeros | 57 |
| Zeros (%) | 0.5% |
| Negative | 1726 |
| Negative (%) | 13.8% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | -0.006863183 |
|---|---|
| 5-th percentile | -0.00030750335 |
| Q1 | 0.057747163 |
| median | 0.39966045 |
| Q3 | 0.7147072 |
| 95-th percentile | 2.247079 |
| Maximum | 7.011245 |
| Range | 7.0181082 |
| Interquartile range (IQR) | 0.65696004 |
Descriptive statistics
| Standard deviation | 0.75014327 |
|---|---|
| Coefficient of variation (CV) | 1.2822709 |
| Kurtosis | 9.765086 |
| Mean | 0.58501153 |
| Median Absolute Deviation (MAD) | 0.3342527 |
| Skewness | 2.50049 |
| Sum | 7322.0043 |
| Variance | 0.56271493 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 57 | 0.5% |
| 0.1157107 | 2 | < 0.1% |
| 1.064356 | 2 | < 0.1% |
| -0.0001203588 | 2 | < 0.1% |
| 0.1320406 | 2 | < 0.1% |
| 0.5536857 | 2 | < 0.1% |
| 0.5918089 | 2 | < 0.1% |
| 0.6347936 | 1 | < 0.1% |
| 0.7403097 | 1 | < 0.1% |
| 0.4734564 | 1 | < 0.1% |
| Other values (12444) | 12444 |
| Value | Count | Frequency (%) |
| -0.006863183 | 1 | |
| -0.004136078 | 1 | |
| -0.004020127 | 1 | |
| -0.004016399 | 1 | |
| -0.003844469 | 1 | |
| -0.003554939 | 1 | |
| -0.003324229 | 1 | |
| -0.003317097 | 1 | |
| -0.003153456 | 1 | |
| -0.002675624 | 1 |
| Value | Count | Frequency (%) |
| 7.011245 | 1 | |
| 7.010263 | 1 | |
| 7.00387 | 1 | |
| 6.983865 | 1 | |
| 6.924236 | 1 | |
| 6.919427 | 1 | |
| 6.708698 | 1 | |
| 6.690471 | 1 | |
| 6.543818 | 1 | |
| 6.504732 | 1 |
plate
Real number (ℝ)
| Distinct | 3558 |
|---|---|
| Distinct (%) | 28.4% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5133.1984 |
| Minimum | 266 |
|---|---|
| Maximum | 12547 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 266 |
|---|---|
| 5-th percentile | 711.75 |
| Q1 | 2445 |
| median | 5028 |
| Q3 | 7407 |
| 95-th percentile | 10263 |
| Maximum | 12547 |
| Range | 12281 |
| Interquartile range (IQR) | 4962 |
Descriptive statistics
| Standard deviation | 2943.7011 |
|---|---|
| Coefficient of variation (CV) | 0.57346335 |
| Kurtosis | -0.88007765 |
| Mean | 5133.1984 |
| Median Absolute Deviation (MAD) | 2453 |
| Skewness | 0.19127403 |
| Sum | 64247111 |
| Variance | 8665376.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6280 | 26 | 0.2% |
| 6380 | 25 | 0.2% |
| 8491 | 24 | 0.2% |
| 8278 | 22 | 0.2% |
| 6516 | 22 | 0.2% |
| 7407 | 22 | 0.2% |
| 6154 | 21 | 0.2% |
| 5310 | 21 | 0.2% |
| 9547 | 21 | 0.2% |
| 7662 | 21 | 0.2% |
| Other values (3548) | 12291 |
| Value | Count | Frequency (%) |
| 266 | 4 | |
| 267 | 1 | < 0.1% |
| 282 | 1 | < 0.1% |
| 296 | 1 | < 0.1% |
| 297 | 3 | |
| 298 | 2 | |
| 299 | 2 | |
| 308 | 1 | < 0.1% |
| 324 | 1 | < 0.1% |
| 326 | 3 |
| Value | Count | Frequency (%) |
| 12547 | 3 | < 0.1% |
| 12545 | 2 | < 0.1% |
| 12544 | 5 | |
| 12533 | 2 | < 0.1% |
| 12531 | 12 | |
| 12527 | 4 | < 0.1% |
| 12525 | 7 | |
| 11653 | 1 | < 0.1% |
| 11651 | 4 | < 0.1% |
| 11649 | 1 | < 0.1% |
MJD
Real number (ℝ)
| Distinct | 1729 |
|---|---|
| Distinct (%) | 13.8% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55584.48 |
| Minimum | 51608 |
|---|---|
| Maximum | 58932 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 51608 |
|---|---|
| 5-th percentile | 52289 |
| Q1 | 54180 |
| median | 55912 |
| Q3 | 56781 |
| 95-th percentile | 58199 |
| Maximum | 58932 |
| Range | 7324 |
| Interquartile range (IQR) | 2601 |
Descriptive statistics
| Standard deviation | 1804.854 |
|---|---|
| Coefficient of variation (CV) | 0.032470466 |
| Kurtosis | -0.74887556 |
| Mean | 55584.48 |
| Median Absolute Deviation (MAD) | 1278 |
| Skewness | -0.3944991 |
| Sum | 6.9569535 × 108 |
| Variance | 3257497.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 56269 | 46 | 0.4% |
| 56340 | 41 | 0.3% |
| 56187 | 38 | 0.3% |
| 57358 | 38 | 0.3% |
| 55831 | 38 | 0.3% |
| 56570 | 36 | 0.3% |
| 56214 | 33 | 0.3% |
| 57488 | 33 | 0.3% |
| 55481 | 33 | 0.3% |
| 58462 | 32 | 0.3% |
| Other values (1719) | 12148 |
| Value | Count | Frequency (%) |
| 51608 | 1 | < 0.1% |
| 51630 | 4 | |
| 51658 | 1 | < 0.1% |
| 51662 | 1 | < 0.1% |
| 51666 | 1 | < 0.1% |
| 51671 | 7 | |
| 51690 | 1 | < 0.1% |
| 51691 | 2 | < 0.1% |
| 51692 | 4 | |
| 51693 | 9 |
| Value | Count | Frequency (%) |
| 58932 | 19 | |
| 58931 | 2 | < 0.1% |
| 58930 | 6 | < 0.1% |
| 58928 | 8 | |
| 58543 | 9 | |
| 58526 | 3 | < 0.1% |
| 58523 | 3 | < 0.1% |
| 58522 | 13 | |
| 58515 | 2 | < 0.1% |
| 58514 | 10 |
fiber_ID
Real number (ℝ)
| Distinct | 998 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 448.45454 |
| Minimum | 1 |
|---|---|
| Maximum | 1000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 97.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 47 |
| Q1 | 225 |
| median | 437 |
| Q3 | 637 |
| 95-th percentile | 920 |
| Maximum | 1000 |
| Range | 999 |
| Interquartile range (IQR) | 412 |
Descriptive statistics
| Standard deviation | 267.75301 |
|---|---|
| Coefficient of variation (CV) | 0.59705721 |
| Kurtosis | -0.93998267 |
| Mean | 448.45454 |
| Median Absolute Deviation (MAD) | 206 |
| Skewness | 0.21933647 |
| Sum | 5612857 |
| Variance | 71691.676 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 321 | 33 | 0.3% |
| 340 | 29 | 0.2% |
| 458 | 28 | 0.2% |
| 631 | 27 | 0.2% |
| 637 | 27 | 0.2% |
| 457 | 26 | 0.2% |
| 412 | 26 | 0.2% |
| 639 | 26 | 0.2% |
| 584 | 26 | 0.2% |
| 619 | 25 | 0.2% |
| Other values (988) | 12243 |
| Value | Count | Frequency (%) |
| 1 | 11 | |
| 2 | 16 | |
| 3 | 15 | |
| 4 | 8 | |
| 5 | 15 | |
| 6 | 7 | |
| 7 | 15 | |
| 8 | 15 | |
| 9 | 14 | |
| 10 | 12 |
| Value | Count | Frequency (%) |
| 1000 | 8 | |
| 999 | 11 | |
| 998 | 2 | < 0.1% |
| 997 | 8 | |
| 996 | 6 | |
| 995 | 3 | < 0.1% |
| 994 | 7 | |
| 993 | 9 | |
| 992 | 9 | |
| 991 | 7 |
| obj_ID | alpha | delta | u | g | r | i | z | run_ID | cam_col | field_ID | spec_obj_ID | redshift | plate | MJD | fiber_ID | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| obj_ID | 1.000 | 0.022 | -0.298 | 0.091 | 0.084 | 0.080 | 0.074 | 0.070 | 1.000 | -0.108 | 0.146 | 0.178 | 0.052 | 0.178 | 0.177 | 0.016 | 0.190 |
| alpha | 0.022 | 1.000 | 0.125 | 0.025 | 0.009 | 0.005 | 0.001 | -0.001 | 0.023 | 0.069 | -0.219 | 0.033 | -0.003 | 0.033 | 0.046 | 0.057 | 0.149 |
| delta | -0.298 | 0.125 | 1.000 | -0.017 | 0.009 | 0.023 | 0.028 | 0.026 | -0.299 | 0.026 | -0.200 | 0.168 | 0.025 | 0.168 | 0.183 | 0.063 | 0.104 |
| u | 0.091 | 0.025 | -0.017 | 1.000 | 0.848 | 0.683 | 0.554 | 0.486 | 0.091 | 0.014 | 0.005 | 0.400 | 0.314 | 0.400 | 0.398 | 0.156 | 0.287 |
| g | 0.084 | 0.009 | 0.009 | 0.848 | 1.000 | 0.905 | 0.785 | 0.709 | 0.083 | 0.016 | -0.009 | 0.578 | 0.494 | 0.578 | 0.576 | 0.176 | 0.281 |
| r | 0.080 | 0.005 | 0.023 | 0.683 | 0.905 | 1.000 | 0.956 | 0.906 | 0.080 | -0.004 | -0.036 | 0.672 | 0.554 | 0.672 | 0.669 | 0.177 | 0.224 |
| i | 0.074 | 0.001 | 0.028 | 0.554 | 0.785 | 0.956 | 1.000 | 0.975 | 0.074 | -0.017 | -0.045 | 0.677 | 0.564 | 0.677 | 0.674 | 0.175 | 0.280 |
| z | 0.070 | -0.001 | 0.026 | 0.486 | 0.709 | 0.906 | 0.975 | 1.000 | 0.069 | -0.021 | -0.047 | 0.655 | 0.549 | 0.654 | 0.650 | 0.171 | 0.357 |
| run_ID | 1.000 | 0.023 | -0.299 | 0.091 | 0.083 | 0.080 | 0.074 | 0.069 | 1.000 | -0.116 | 0.141 | 0.178 | 0.051 | 0.178 | 0.176 | 0.014 | 0.190 |
| cam_col | -0.108 | 0.069 | 0.026 | 0.014 | 0.016 | -0.004 | -0.017 | -0.021 | -0.116 | 1.000 | -0.014 | -0.060 | -0.027 | -0.060 | -0.065 | 0.132 | 0.071 |
| field_ID | 0.146 | -0.219 | -0.200 | 0.005 | -0.009 | -0.036 | -0.045 | -0.047 | 0.141 | -0.014 | 1.000 | -0.060 | 0.010 | -0.060 | -0.068 | -0.031 | 0.103 |
| spec_obj_ID | 0.178 | 0.033 | 0.168 | 0.400 | 0.578 | 0.672 | 0.677 | 0.655 | 0.178 | -0.060 | -0.060 | 1.000 | 0.474 | 1.000 | 0.992 | 0.202 | 0.316 |
| redshift | 0.052 | -0.003 | 0.025 | 0.314 | 0.494 | 0.554 | 0.564 | 0.549 | 0.051 | -0.027 | 0.010 | 0.474 | 1.000 | 0.474 | 0.472 | 0.133 | 0.585 |
| plate | 0.178 | 0.033 | 0.168 | 0.400 | 0.578 | 0.672 | 0.677 | 0.654 | 0.178 | -0.060 | -0.060 | 1.000 | 0.474 | 1.000 | 0.992 | 0.202 | 0.316 |
| MJD | 0.177 | 0.046 | 0.183 | 0.398 | 0.576 | 0.669 | 0.674 | 0.650 | 0.176 | -0.065 | -0.068 | 0.992 | 0.472 | 0.992 | 1.000 | 0.203 | 0.325 |
| fiber_ID | 0.016 | 0.057 | 0.063 | 0.156 | 0.176 | 0.177 | 0.175 | 0.171 | 0.014 | 0.132 | -0.031 | 0.202 | 0.133 | 0.202 | 0.203 | 1.000 | 0.082 |
| class | 0.190 | 0.149 | 0.104 | 0.287 | 0.281 | 0.224 | 0.280 | 0.357 | 0.190 | 0.071 | 0.103 | 0.316 | 0.585 | 0.316 | 0.325 | 0.082 | 1.000 |
| obj_ID | alpha | delta | u | g | r | i | z | run_ID | rerun_ID | cam_col | field_ID | spec_obj_ID | class | redshift | plate | MJD | fiber_ID | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.237661e+18 | 135.689107 | 32.494632 | 23.87882 | 22.27530 | 20.39501 | 19.16573 | 18.79371 | 3606 | 301 | 2.0 | 79.0 | 6.543777e+18 | GALAXY | 0.634794 | 5812.0 | 56354.0 | 171.0 |
| 1 | 1.237665e+18 | 144.826101 | 31.274185 | 24.77759 | 22.83188 | 22.58444 | 21.16812 | 21.61427 | 4518 | 301 | 5.0 | 119.0 | 1.176014e+19 | GALAXY | 0.779136 | 10445.0 | 58158.0 | 427.0 |
| 2 | 1.237661e+18 | 142.188790 | 35.582444 | 25.26307 | 22.66389 | 20.60976 | 19.34857 | 18.94827 | 3606 | 301 | 2.0 | 120.0 | 5.152200e+18 | GALAXY | 0.644195 | 4576.0 | 55592.0 | 299.0 |
| 3 | 1.237663e+18 | 338.741038 | -0.402828 | 22.13682 | 23.77656 | 21.61162 | 20.50454 | 19.25010 | 4192 | 301 | 3.0 | 214.0 | 1.030107e+19 | GALAXY | 0.932346 | 9149.0 | 58039.0 | 775.0 |
| 4 | 1.237680e+18 | 345.282593 | 21.183866 | 19.43718 | 17.58028 | 16.49747 | 15.97711 | 15.54461 | 8102 | 301 | 3.0 | 137.0 | 6.891865e+18 | GALAXY | 0.116123 | 6121.0 | 56187.0 | 842.0 |
| 5 | 1.237680e+18 | 340.995121 | 20.589476 | 23.48827 | 23.33776 | 21.32195 | 20.25615 | 19.54544 | 8102 | 301 | 3.0 | 110.0 | 5.658977e+18 | QSO | 1.424659 | 5026.0 | 55855.0 | 741.0 |
| 6 | 1.237679e+18 | 23.234926 | 11.418188 | 21.46973 | 21.17624 | 20.92829 | 20.60826 | 20.42573 | 7773 | 301 | 2.0 | 462.0 | 1.246262e+19 | QSO | 0.586455 | 11069.0 | 58456.0 | 113.0 |
| 7 | 1.237679e+18 | 5.433176 | 12.065186 | 22.24979 | 22.02172 | 20.34126 | 19.48794 | 18.84999 | 7773 | 301 | 2.0 | 346.0 | 6.961443e+18 | GALAXY | 0.477009 | 6183.0 | 56210.0 | 15.0 |
| 8 | 1.237661e+18 | 200.290475 | 47.199402 | 24.40286 | 22.35669 | 20.61032 | 19.46490 | 18.95852 | 3716 | 301 | 5.0 | 108.0 | 7.459285e+18 | GALAXY | 0.660012 | 6625.0 | 56386.0 | 719.0 |
| 9 | 1.237671e+18 | 39.149691 | 28.102842 | 21.74669 | 20.03493 | 19.17553 | 18.81823 | 18.65422 | 5934 | 301 | 4.0 | 122.0 | 2.751763e+18 | STAR | -0.000008 | 2444.0 | 54082.0 | 232.0 |
| obj_ID | alpha | delta | u | g | r | i | z | run_ID | rerun_ID | cam_col | field_ID | spec_obj_ID | class | redshift | plate | MJD | fiber_ID | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12507 | 1.237652e+18 | 167.527494 | 66.925504 | 25.52090 | 21.90391 | 20.34708 | 19.54722 | 19.42625 | 1412 | 301 | 4.0 | 124.0 | 8.006473e+18 | GALAXY | 0.436371 | 7111.0 | 56741.0 | 723.0 |
| 12508 | 1.237659e+18 | 243.545096 | 42.441566 | 23.22719 | 20.98145 | 18.84140 | 18.31056 | 18.05357 | 3225 | 301 | 4.0 | 211.0 | 1.317310e+18 | STAR | -0.000094 | 1170.0 | 52756.0 | 24.0 |
| 12509 | 1.237679e+18 | 319.763413 | 1.159248 | 21.29047 | 19.99059 | 19.64603 | 19.59863 | 19.64684 | 7712 | 301 | 2.0 | 61.0 | 4.719988e+18 | QSO | 2.824225 | 4192.0 | 55469.0 | 784.0 |
| 12510 | 1.237662e+18 | 239.934588 | 28.482919 | 22.71141 | 21.36372 | 19.76699 | 18.94249 | 18.48801 | 3919 | 301 | 5.0 | 234.0 | 5.320102e+18 | GALAXY | 0.462970 | 4725.0 | 55711.0 | 817.0 |
| 12511 | 1.237671e+18 | 143.356310 | 15.413859 | 19.45343 | 19.18156 | 19.09905 | 18.87353 | 18.98130 | 5935 | 301 | 4.0 | 181.0 | 1.079198e+19 | QSO | 1.573556 | 9585.0 | 57780.0 | 839.0 |
| 12512 | 1.237665e+18 | 187.107343 | 29.240731 | 17.16930 | 16.10525 | 16.04771 | 16.09128 | 16.15915 | 4649 | 301 | 2.0 | 38.0 | 2.515321e+18 | STAR | 0.000417 | 2234.0 | 53823.0 | 222.0 |
| 12513 | 1.237662e+18 | 169.336383 | 41.349718 | 20.11149 | 19.23186 | 18.96544 | 18.87794 | 18.84636 | 3893 | 301 | 3.0 | 97.0 | 3.744904e+18 | STAR | -0.000147 | 3326.0 | 54943.0 | 584.0 |
| 12514 | 1.237662e+18 | 170.435300 | 41.459497 | 22.04947 | 22.11426 | 21.75022 | 21.67448 | 21.18440 | 3893 | 301 | 3.0 | 102.0 | 9.420409e+18 | QSO | 1.243781 | 8367.0 | 57429.0 | 16.0 |
| 12515 | 1.237651e+18 | 127.807909 | 1.013425 | 25.27475 | 22.46262 | 20.72712 | 19.58966 | 19.15112 | 1239 | 301 | 6.0 | 50.0 | 5.394425e+18 | GALAXY | 0.625881 | 4791.0 | 55889.0 | 867.0 |
| 12516 | 1.237651e+18 | 143.957394 | 1.025136 | 21.91836 | 21.62359 | 20.02692 | 19.16573 | 18.67867 | 1239 | 301 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |